The doorbell. Sarah flinched. She knew, even before she peered through the peephole. It was Mrs. Peterson, a casserole dish clutched in her hands, a polite smile glued to her face that didn’t quite reach her eyes. The dog was loose. Again.

"Oh, hello," she stammered, twisting her fingers together. She felt a heat rising in her cheeks. The casserole dish was a peace offering.

Inside, she could hear Buster enthusiastically chewing on her prize-winning pumpkin, a pumpkin she’d spent weeks nurturing. She focused on the cracks in the paint on her own front door, the chipped porch steps. Everything suddenly felt magnified, a testament to her shortcomings.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242